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2 months ago

Digital Life Project: Autonomous 3D Characters with Social Intelligence

Cai, Zhongang ; Jiang, Jianping ; Qing, Zhongfei ; Guo, Xinying ; Zhang, Mingyuan ; Lin, Zhengyu ; Mei, Haiyi ; Wei, Chen ; Wang, Ruisi ; Yin, Wanqi ; Fan, Xiangyu ; Du, Han ; Pan, Liang ; Gao, Peng ; Yang, Zhitao ; Gao, Yang ; Li, Jiaqi ; Ren, Tianxiang ; Wei, Yukun ; Wang, Xiaogang ; Loy, Chen Change ; Yang, Lei ; Liu, Ziwei
Digital Life Project: Autonomous 3D Characters with Social Intelligence
Abstract

In this work, we present Digital Life Project, a framework utilizing languageas the universal medium to build autonomous 3D characters, who are capable ofengaging in social interactions and expressing with articulated body motions,thereby simulating life in a digital environment. Our framework comprises twoprimary components: 1) SocioMind: a meticulously crafted digital brain thatmodels personalities with systematic few-shot exemplars, incorporates areflection process based on psychology principles, and emulates autonomy byinitiating dialogue topics; 2) MoMat-MoGen: a text-driven motion synthesisparadigm for controlling the character's digital body. It integrates motionmatching, a proven industry technique to ensure motion quality, withcutting-edge advancements in motion generation for diversity. Extensiveexperiments demonstrate that each module achieves state-of-the-art performancein its respective domain. Collectively, they enable virtual characters toinitiate and sustain dialogues autonomously, while evolving theirsocio-psychological states. Concurrently, these characters can performcontextually relevant bodily movements. Additionally, a motion captioningmodule further allows the virtual character to recognize and appropriatelyrespond to human players' actions. Homepage: https://digital-life-project.com/

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